Pith Number

pith:IXESS6YI

pith:2016:IXESS6YID4EV7OVJQXD4T22URE

not attested not anchored not stored refs pending

Improving Sampling from Generative Autoencoders with Markov Chains

Anil Anthony Bharath, Antonia Creswell, Kai Arulkumaran

arxiv:1610.09296 v3 · 2016-10-28 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IXESS6YID4EV7OVJQXD4T22URE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-05-18T00:52:58.501631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45c9297b081f095fbaa985c7c9eb54893338cd359ec5d4228be935bd2aa6d42f

Aliases

arxiv: 1610.09296 · arxiv_version: 1610.09296v3 · doi: 10.48550/arxiv.1610.09296 · pith_short_12: IXESS6YID4EV · pith_short_16: IXESS6YID4EV7OVJ · pith_short_8: IXESS6YI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/IXESS6YID4EV7OVJQXD4T22URE \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 45c9297b081f095fbaa985c7c9eb54893338cd359ec5d4228be935bd2aa6d42f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "738969f4a5dc67244ef90ed207ef43f79b1e7a7922279f770fb4d22a305e981f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-10-28T16:17:03Z",
    "title_canon_sha256": "a7e20c17250faa66060bdf45294da280548b7cb74815fe69be7c25519618df00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.09296",
    "kind": "arxiv",
    "version": 3
  }
}